• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

生存数据中信息删失的敏感性分析:一个试验实例。

Sensitivity analyses for informative censoring in survival data: A trial example.

作者信息

Liu Yanning

机构信息

a Quantitative Science China, Janssen Research & Development , Shanghai , China.

b Biostatistics and Programming, Janssen Research & Development, LLC , Titusville , New Jersey , USA.

出版信息

J Biopharm Stat. 2017;27(4):595-610. doi: 10.1080/10543406.2016.1167076. Epub 2016 Mar 24.

DOI:10.1080/10543406.2016.1167076
PMID:27010683
Abstract

In a controlled clinical trial comparing an experimental drug to a control using time to event analysis, the logrank test is normally used to test against the equality between two survival curves when the proportional hazard rate assumption is held, which of course requires non-informative censoring. The authors used an example from a randomized, double-blind, parallel group, low-dose active controlled study comparing the safety and efficacy of two doses (400 mg/day versus 50 mg/day) of study medication used as monotherapy for the treatment of newly diagnosed or recurrent epilepsy. This analysis imputes the event time of subjects considered to have problematic informative censoring to demonstrate the impact of violations in necessary assumptions, and assesses robustness of the p-value as calculated from imputed data as compared with un-imputed data. Assuming a parametric distribution for time to event, had these subjects resulted in an event in the trial after withdrawal, the expected additional time to event is formulated and calculated using methods developed in this article. Combining the imputed informative censoring subjects with the remainder of the original data, new p-values are obtained using the log-rank test and compared to the original p-value. KM plots are also compared.

摘要

在一项使用事件发生时间分析将一种实验药物与对照进行比较的对照临床试验中,当比例风险率假设成立时,对数秩检验通常用于检验两条生存曲线之间的相等性,当然这需要非信息性删失。作者使用了一项随机、双盲、平行组、低剂量活性对照研究中的一个例子,该研究比较了两种剂量(400毫克/天与50毫克/天)的研究药物作为单一疗法治疗新诊断或复发性癫痫的安全性和有效性。该分析对被认为存在有问题的信息性删失的受试者的事件时间进行插补,以证明违反必要假设的影响,并评估与未插补数据相比,根据插补数据计算的p值的稳健性。假设事件发生时间服从参数分布,如果这些受试者在退出试验后在试验中出现了事件,那么使用本文中开发的方法来制定和计算预期的额外事件发生时间。将插补了信息性删失的受试者与原始数据的其余部分相结合,使用对数秩检验获得新的p值,并与原始p值进行比较。还比较了Kaplan-Meier曲线。

相似文献

1
Sensitivity analyses for informative censoring in survival data: A trial example.生存数据中信息删失的敏感性分析:一个试验实例。
J Biopharm Stat. 2017;27(4):595-610. doi: 10.1080/10543406.2016.1167076. Epub 2016 Mar 24.
2
Strengthening the interpretability of clinical trial results by assessing the effect of informative censoring on the primary estimand in PRECISION.通过评估信息性删失对 PRECISION 中主要估计量的影响来增强临床试验结果的可解释性。
Clin Trials. 2020 Oct;17(5):535-544. doi: 10.1177/1740774520934747. Epub 2020 Jul 9.
3
An analytic method for randomized trials with informative censoring: Part II.具有信息性截尾的随机试验的一种分析方法:第二部分。
Lifetime Data Anal. 1995;1(4):417-34. doi: 10.1007/BF00985453.
4
An analytic method for randomized trials with informative censoring: Part 1.一种针对具有信息性截尾的随机试验的分析方法:第1部分。
Lifetime Data Anal. 1995;1(3):241-54. doi: 10.1007/BF00985759.
5
Reference-based sensitivity analysis for time-to-event data.基于参考的生存时间数据敏感性分析。
Pharm Stat. 2019 Nov;18(6):645-658. doi: 10.1002/pst.1954. Epub 2019 Jul 15.
6
Assessing the treatment effect in a randomized controlled trial with extensive non-adherence: the EVOLVE trial.在存在广泛不依从情况的随机对照试验中评估治疗效果:EVOLVE试验。
Pharm Stat. 2015 May-Jun;14(3):242-51. doi: 10.1002/pst.1680. Epub 2015 Apr 6.
7
The role of censoring on progression free survival: oncologist discretion advised.删失对无进展生存期的作用:建议肿瘤学家酌情处理。
Eur J Cancer. 2015 Nov;51(16):2269-71. doi: 10.1016/j.ejca.2015.07.005. Epub 2015 Aug 7.
8
Use of Irwin's restricted mean as an index for comparing survival in different treatment groups--interpretation and power considerations.将欧文受限均值用作比较不同治疗组生存率的指标——解读与效能考量
Control Clin Trials. 1997 Apr;18(2):151-67. doi: 10.1016/s0197-2456(96)00089-x.
9
Nonparametric comparison of two survival-time distributions in the presence of dependent censoring.存在相依删失情况下两个生存时间分布的非参数比较。
Biometrics. 2003 Sep;59(3):497-504. doi: 10.1111/1541-0420.00059.
10
Control-based imputation for sensitivity analyses in informative censoring for recurrent event data.用于复发事件数据信息删失中敏感性分析的基于对照的插补法。
Pharm Stat. 2017 Nov;16(6):424-432. doi: 10.1002/pst.1821. Epub 2017 Aug 22.

引用本文的文献

1
Differential losses to follow-up that are outcome-dependent can vitiate a clinical trial: Simulation results.与结果相关的随访差异损失可能会破坏一项临床试验:模拟结果。
J Biopharm Stat. 2018;28(4):633-644. doi: 10.1080/10543406.2017.1372773. Epub 2017 Oct 30.